Algorithms and ideas for mining massive datasets
The course is based on the text Mining of Massive Datasets by Jure Leskovec, Anand Rajaraman, and Jeff Ullman, who by coincidence are also the instructors for the course.
- MapReduce systems and algorithms
- Locality-sensitive hashing
- Algorithms for data streams
- PageRank and Web-link analysis
- Frequent itemset analysis
- Clustering
- Computational advertising
- Recommendation systems
- Social-network graphs
- Dimensionality reduction
- Machine-learning algorithms
*Stanford University 在全球大學排名第4位 (資料來源：Times Higher Education (THE) World University Rankings 2020).
